{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "imperial-cleaners",
   "metadata": {},
   "source": [
    "### Treemap of a rectangular DataFrame with plotly.express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fitted-valve",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XXxu8/8rBvMyb4/kfFl5H90MgLgSiFF7FREnvP+46LJ9YPEvm1qeKjjQEn13WPkO+d6DfR/j2jib58KJ2//f/vvuIDOZyMpDNi9o5bkl68pllXbKkcewG7RvNyl+9cFD2DWf8Pwe7ycH7l7bPkDsPHvM/K7wuLrUizvgRqIXwJvcekpZv/Vz6f/stkl3QKTI8KjP/42dy/LIeGT1joQQ7w7kZaWl4YuwHBLz20av8z/zX6+PTz+7x/3h83Rn+MQa1w+sNjUji+Iioz7JN9XL0Y9eMrcELAq8TQHhLWmE6T2k40XGFwvcf3JibILxLTvHGJfdd70jKyhWe3PXTrGx+Ji9KeGe1vSGrgSDfclfWF2Alu/teHts9VmKtfgrcj+8dOz6hPhseFlFjd/KDMrjZY0ogauEtPMbwlo6mCcKrdoAvbmv0JTcQ1d9d0OYfg1DC+3Df4Lis3tXbL5v6h+WTi2fJUC7vy+47Opv83WMlz1/d0yd/dmrHmPy+cFBm16f8sQ1JfppjTNs1dmGbKrzNP9w4Lrl1z+2Rph9tlNf+8J2Sr6/z5Tjb3jx+Vrf+ka0yvPpUabr1EUk/uWNccqM+UhG74jsaMMKrUXjV1Epcjx3Ly2TCq3Z4AyktlNZAeNX1//aNsR0hJcTLloyNP+vMRJEcB2L94s687NqT84X3meffOD/saG+TdswJRC28CpcS1wUNKZlMeIPdX7VrG8jxNV3N48Krrg92fDcdHZK7Dh7zJfa5gRH55t4++dxpXdJWlyy6dsmMOl94A3GOeckIP0YETBXewrO/ake4+eYNcvSDb5PE0cHi3eEC1qVneJUoz7h/S2RniGNUdqdDRXg1Cu9UO7yVCK+SgdKXOhKB8Dp9P1uVfNTCO9UObyXC+7nthybURh1rQHitatlYJRNH4Q3kNz+zsYg1whur1qtZsAivRuENc4Z3uju8wW5v6ZGF4AwvO7w1u6dYuEoEohbeMGd41fne6ezwBru9pUcWSo9GVAkd00BgSgJxFN6i87/s8E5ZYwYUE0B4NQlv6VMaSs/5Fp7JVdJazpGG0jO8KgV15EG92OHlFreFQJTCW/qUhtLHkhXKcLnCW3qGV9VHHXlQL3Z4benW+OVRC+H1jg5K67/cKQO/cpH/RTR19KD1y+vHz+yWnr0tPNIw4Qzv8Kg03Pe0DF1+ln+GV72C5/BypCF+/RhFxAhvFYW3nOfwViK8SpBLn9IwMiL+F97UizO8Udw6rKGbgG7hLec5vJUIr9rVLX1Kw/z6lH+mV704w6u7k5h/MgK6hVd9+azwlZnd5n/5LLXvVV9y1WtozVL/yQqlT2kInt9bJLwzGyUQ5tQrff71hU9pQHjp86kIILxVEN6pIPM5BCBQPgFdwlt+JFwBAfsI6BRe+2iRkQ0EEF6E14Y+JgcLCSC8FhaVlIwhgPAaUwoCiYgAwovwRtRqLAOB8gggvOXxYjQEyiGA8JZDi7E2EEB4EV4b+pgcLCSA8FpYVFIyhgDCa0wpCCQiAggvwhtRq7EMBMojgPCWx4vRECiHAMJbDi3G2kAA4UV4behjcrCQAMJrYVFJyRgCCK8xpSCQiAggvAhvRK3GMhAojwDCWx4vRkOgHAIIbzm0GGsDAYQX4bWhj8nBQgIIr4VFJSVjCCC8xpSCQCIigPBWQXgvX5eIqFwsAwE7CWx8LCfDI8W56RLe9CVvF6+hwU6QZAWBSQiMbPi55AePFX2iS3ivn7VM2pL11AECNSXw7wefmbA+wluh8F62LiFzZ3uy9cVcTYvL4hCIK4FFCzyRvCe3rR/7SYHBS4fw1p13idStvkhGNxX/FKi4siNuCExFILlwiXiNLXL8O1/SLrxXzlwo75+1TG4/snOqsPgcAtoIXNYyT7YOvyZfKZFehLcKwnu0X+T2kr+stVWSiSFgGYE3XZiQs85IyJ0/iUZ4E52zZfDLX7CMIulAYHICdRe/Weovu0qOf++rkQjv2sYued+On1AOCNSMwN/MXStz000Ib2EFtmzZMqEg3d3dsnt/lzy+qXjHdu05ngwMity3ofh9tcOL8Nasr1nYAgIIrwVFJAVjCSC8xpaGwDQRQHgnAYvwauo2poVAGQQQ3jJgMRQCZRJAeMsExvDYE0B4Ed7YNzEJ2EkA4bWzrmRlBgGE14w6EEV0BBDeGAnvitM8+eAHUnLglbz845cy0XUJK0GgBgRsEN6vDdT55H6/abQGBFkSAicmYIPwrrhlk5/g89etptQQmJIAwhuR8AayOqNB5Mabs6Iet6ReF52XkBt+Len/vvD9ySqH8E7ZzwywiEAthXcoL/JPx9LySs6Tz7QMS9vrTxjsy4l8pn/s0UqF758IO8JrUUNalkqthXfhhhfl9Ds2y6bfXSevLp89TldJ7IJHd054f9K/ExFey7pSbzoIb8TCW5cS2bPvjR3aT3wsJQvne5JKIbx6W53Z40bABOE9lvdkXTojVzeMPSni7qGkbBhJyUAe4Y1bPxFvMQEThHfBxh3SP79NnvvVcyWbTknz/j4549YnZcahY/LM+88rEmGElw6ulADCG7Hw7t6Tl0ULPfnRHWN/gf7KtUlR751+mje+w6sk+Izl3nhkD27MyX9+PyuT7fD+1vuTcslFY9tPQ8NTS3OlDcP1EIiKgAnCe2E6I4+MpOSjTWM//eLLA2lR7902VDe+w7sr48ln+9PSL2P34ZXpzPgRhtId3mCHeF9ubOxfNA/LOXU8qzuqnmKdNwiYILxNvf1+QAdXzvPlVu3uvrawXRbf/4Jsu3aV/56S4HO//pCkB8fuwb0XLBk/wlB6pCHdPyRrvvqgNB0cm7d095j6u00A4Y1YeLc8m5POjjGZPfRq3v+9+vW8cxO+8B7py8t7rknKrXdl5fkX8qLkd8kpYzKsPis8w6tk96LzE7L+Zzm57e6sP7Z1pshff4HzvW7f1nZkb4LwXtWQkf3Zsft1XjLv/179+q3BN4T3F8MJWZLMy+JUXgL5/aPmUV9kC4U3kN0r68d2jNXYrw/WySebR8aPTNhRObKIAwFThFcJ7OL7t8n2K1fKKQ9sk5cuXS7nfOvhceGd+/gu6Z/XJsfmtY3Lb7D7Wyi8gezuvXCJ7Fm3zB+74rYnZfNvXCgjLfwExTj0pO4YEd4aCO+27Xm5/rqkjGbE3+ldvtQbF97gbG8Q1ruvTsrbLk/IT+/LydYXckXC+9lPp/xhgeCqsVe8KSE33fLGGWHdDcT8ENBFwBThXZzMyRePpaXJE3+nd1c2USS8hfkHZ3/Prsv6UlsovE+OFl8XjFVSzS6vri5i3hMRMEV41RfOlLi2vPya7HjrGdI/t9XfpQ12eAvjT45k5KwbH/V3fpXUFgpvx7ZXZPkdm+WJD13iC24wVo0rPCNMR7hLAOGtgfCq4wlKVl87Kv7TFtRObbDDq4RXietVb01Iauy7bJLJir+LO5nwzpvzxtEHNZZjDe7ezLZlborwBju185M5X2JPJK6/zLx+w4rI78wYmVR4P39s7AtvhS+ONdjWufHIxyThVbKqvsT29A0XSHI4UyS8gbh2bn1lHOzWa1dNKryrv7lhAnyONcSjH6OIEuGtkfAWLlsovN1dni+7G/9n7NzuVDu8gTRH0SysAYEoCZgkvIV5Fwpvgzf2NIfORN4/tzvVDu/6oZT8cfOIqOt4QaCWBEwS3kIOwdEEtcPbt7jD39Edamv0z+1OtcMbSLP6AhwvCJQSQHgNFN7gCIM6l1t4Trd0h7f0DK9K5VMfT8n9D+fGH3tGy0MgrgTiJLzBEYbSc7onO8Or6qLkWb040hDXLo1v3HES3uAIQ+k53ZOd4VWVUTvH6sWRhvj2aTUjR3gNE151pEEddwiOKqgjCuo12Rle9X7hUxrUn/cfyPOltWreIcxVMwJxEF71fF4lrcFRhRbJSUtC5O2vfzFtqqc0zE/kQj3Pt2ZFYGFrCcRBeJWoKmkNjiqMNKZltDEtey86dcKRBlWo0qc0DHS1jJ/ptbaQJBaaAMIbkfCGrggDIQABn0AthZcSQMB2ArUWXtv5kp95BBBehNe8riQiCCC89AAEtBJAeLXiZXIDCSC8CK+BbUlIEGCHlx6AgE4CCK9OusxtIgGEF+E1sS+JCQIcaaAHIKCRAMKrES5TG0kA4UV4jWxMgoIAZ3jpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+g+S1xsAACAASURBVAggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EkB4NcJlaiMJILwIr5GNSVAQQHjpAQjoI4Dw6mPLzGYSQHgRXjM7k6icJ4DwOt8CANBIAOHVCJepjSSA8CK8RjYmQUEA4aUHIKCPAMKrjy0zm0kA4UV4zexMonKeAMLrfAsAQCMBhFcjXKY2kgDCi/Aa2ZgEBQGElx6AgD4CCK8+tsxsJgGEF+E1szOJynkCCK/zLQAAjQQQXo1wmdpIAggvwmtkYxIUBBBeegAC+gggvPrYMrOZBBBehNfMziQq5wkgvM63AAA0EohaeN/Ttli+ceh5jRkxNQROTuBdrYvl5cygfOXgM0UDP9x5pnSkGuTmI9uL3n9v+1K5fLRFent7J0zc09OjHbeXz+fzulfZsmXLhCW6u7tl9/4ueXxTruizted4MjAoct+G4vcvW5eQo/0it6/P6g6X+SFgJQGE18qykpQhBKIU3novKX/QtVJmJtOGZE8YLhJIep78/YFNMpDLILwBAYTXxVuBnE0jgPCaVhHisYlAlMJrEzdysY8AO7wlNWWH174mJyOzCSC8ZteH6OJNIGrhfcvMBdKSqIs3NKKPPYFb+3ZOyAHhRXhj39gkEG8CCG+860f0ZhOIUngvbZ4rv9VxumwaPGQ2FKKzmkDPjFny0LED8p3D2zjSwJEGq3ud5GJGAOGNWcEIN1YEohTeK2culLWNXfK+HT+JFSOCtYsAT2mYpJ6c4bWryckmngQQ3njWjajjQQDhjUediLJ6BBBehLd63cRMEKgiAYS3ijCZCgIlBBBeWsI1Aggvwutaz5NvTAggvDEpFGHGkgDCG8uyEXQFBBBehLeC9uFSCOgjgPDqY8vMEHBdeDu2vSLL79gsT3zoEhlpaaAhHCCA8CK8DrQ5KcaRAMIbx6oRc1wI1Fp4F254UU6/Y3MRroGulsgEFOGNS6dWL06EF+GtXjcxEwSqSADhrSJMpoJACQEThFdJ59M3XCDZdCry+iC8kSOv+YIIL8Jb8yYkAAhMRgDhpS8goI+AycKb7h+SNV99UJoO9vsANv3uOnl1+WwJ3j9yaqcseHTsBwgcOn227LxihZz9XxslPTji/zmQ6NJ5Cj8rFd7kSEbOuvFR6dz6ij/v1mtXyZ51y/QVgJkjJ4DwIryRNx0LQiAMAYQ3DCXGQGB6BEwV3kBS9164xBfO5v19suK2J2Xzb1zoJ6pEWAnv89etHhfg47MafclNDmf8z7ddu8oXZCW16lUoy8G8hcKbrU/5sjvU1jg+76rvPCLPv/scOTavbXqAuco4AggvwmtcUxIQBBQBhJc+gIA+AiYIb+kZXrWTq16FXyYLdl6V/PbPbS0S2uAzJbTq89I/l9Jbccsm/y0ly4XCqyT7rO/+jzz96+ePC64aO9Ddwi6vvhaMfGaEF+GNvOlYEAJhCCC8YSgxBgLTI2CC8E52hle9t/qbGyYkpWR4OsKrxDU4/qAm3XvBkkmF99yvP+QfiSh8caxher1l6lUIL8Jram8Sl+MEEF7HG4D0tRIwWXjVExwm+zJbcNwhOLIw1Q6vkt2GvsHxuU62wxscm+ARZVrbrqaTI7wIb00bkMUhcCICCC+9AQF9BEwV3tIzvIpAcBa33B3eQsEN5Dg4p3uyM7xqTXV2uGV/n7y8drG+IjBzpAQQXoQ30oZjMQiEJYDwhiXFOAiUT8BU4VWZlD5dIXg+r/qs8EtpU+3wKmkNjiqMNKZltDEtR5Z2TTjSoHZ1S5/SoMb/8vfexJfWym8tY69AeBFeY5uTwNwmgPC6XX+y10ug1sKrNztmh8BEAggvwst9AQEjCSC8RpaFoCwhgPBaUkjSCE0A4UV4QzcLAyEQJQGEN0rarOUaAYTXtYqTL8KL8HIXQMBIAgivkWUhKEsIILyWFJI0QhNAeBHe0M3CQAhESQDhjZI2a7lGAOF1reLki/AivNwFEDCSAMJrZFkIyhICCK8lhSSN0AQQXoQ3dLMwEAJREkB4o6TNWq4RQHhdqzj5IrwIL3cBBIwkgPAaWRaCsoQAwmtJIUkjNAGEF+EN3SwMhECUBBDeKGmzlmsEEF7XKk6+CC/Cy10AASMJILxGloWgLCGA8FpSSNIITQDhRXhDNwsDIRAlAYQ3Stqs5RoBhNe1ipMvwovwchdAwEgCCK+RZSEoSwggvJYUkjRCE0B4Ed7QzcJACERJAOGNkjZruUYA4XWt4uSL8CK83AUQMJIAwmtkWQjKEgIIryWFJI3QBBBehDd0szAQAlESQHijpM1arhFAeF2rOPkivAgvdwEEjCSA8BpZFoKyhADCa0khSSM0AYQX4Q3dLAyEQJQEEN4oabOWawQQXtcqTr4IL8LLXQABIwkgvEaWhaAsIYDwWlJI0ghNAOFFeEM3CwMhECUBhDdK2qzlGgGE17WKky/Ci/ByF0DASAIIr5FlIShLCCC8lhSSNEITQHgR3tDNwkAIREkA4Y2SNmu5RgDhda3i5IvwIrzcBRAwkgDCa2RZCMoSAgivJYUkjdAEEF6EN3SzMBACURJAeKOkzVquEUB4Xas4+SK8CC93AQSMJIDwGlkWgrKEAMJrSSFJIzQBhBfhDd0sDIRAlAQQ3ihps5ZrBBBe1ypOvggvwstdAAEjCSC8RpaFoCwhgPBaUkjSCE0A4UV4QzcLAyEQJQGEN0rarOUaAYTXtYqTL8KL8HIXQMBIAgivkWUhKEsIILyWFJI0QhNAeBHe0M3CQAhESQDhjZI2a7lGAOF1reLki/AivNwFEDCSAMJrZFkIyhICCK8lhSSN0AQQXoQ3dLMwEAJREkB4o6TNWq4RQHhdqzj5IrwIL3cBBIwkgPAaWRaCsoQAwmtJIUkjNAGEF+EN3SwMhECUBBDeKGmzlmsEEF7XKk6+CC/Cy10AASMJILxGloWgLCGA8FpSSNIITQDhRXhDNwsDIRAlAYQ3Stqs5RoBhNe1ipMvwovwchdAwEgCCK+RZSEoSwggvJYUkjRCE0B4Ed7QzcJACERJAOGNkjZruUYA4XWt4uSL8CK83AUQMJIAwmtkWQjKEgIIryWFJI3QBBBehDd0szAQAlESQHijpM1arhFAeF2rOPkivAgvdwEEjCSA8BpZFoKyhADCa0khSSM0AYQX4Q3dLAyEQJQEEN4oabOWawQQXtcqTr4IL8LLXQABIwkgvEaWhaAsIYDwWlJI0ghNAOFFeEM3CwMhECUBhDdK2qzlGgGE17WKky/Ci/ByF0DASAIIr5FlIShLCCC8lhSSNEITQHgR3tDNwkAIREkA4Y2SNmu5RgDhda3i5IvwIrzcBRAwkgDCa2RZCMoSAgivJYUkjdAEEF6EN3SzMBACURJAeKOkzVquEUB4Xas4+SK8CC93AQSMJIDwGlkWgrKEAMJrSSFJIzQBhBfhDd0sDIRAlAQQ3ihps5ZrBBBe1ypOvggvwstdAAEjCSC8RpaFoCwhgPBaUkjSCE0A4UV4QzcLAyEQJQGEN0rarOUaAYTXtYqTL8KL8HIXQMBIAgivkWUhKEsIILyWFJI0QhNAeBHe0M3CQAhESQDhjZI2a7lGAOF1reLki/AivNwFEDCSAMJrZFkIyhICCK8lhSSN0AQQXoQ3dLMwEAJREkB4o6TNWq4RQHhdqzj5IrwIL3cBBIwkgPAaWRaCsoQAwmtJIUkjNAGEF+EN3SwMhECUBBDeKGmzlmsEEF7XKk6+CC/Cy10AASMJILxGloWgLCGA8FpSSNIITQDhRXhDNwsDIRAlAYQ3Stqs5RoBhNe1ipMvwovwchdAwEgCCK+RZSEoSwggvJYUkjRCE0B4Ed7QzcJACERJAOGNkjZruUYA4XWt4uSL8CK83AUQMJIAwmtkWQjKEgIIryWFJI3QBBBehDd0szAQAlESQHijpM1arhFAeF2rOPkivAgvdwEEjCSA8BpZFoKyhADCa0khSSM0AYQX4Q3dLAyEQJQEEN4oabOWawQQXtcqTr4IL8LLXQABIwkgvEaWhaAsIYDwWlJI0ghNAOFFeEM3CwMhECUBhDdK2qzlGgGE17WKky/Ci/ByF0DASAIIr5FlIShLCCC8lhSSNEITQHgR3tDNwkAIREkA4Y2SNmu5RgDhda3i5IvwIrzcBRAwkgDCa2RZCMoSAgivJYUkjdAEEF6EN3SzMBACURJAeKOkzVquEUB4Xas4+SK8CC93AQSMJIDwGlkWgrKEAMJrSSFJIzQBhBfhDd0sDIRAlAQQ3ihps5ZrBBBe1ypOvggvwstdAAEjCSC8RpaFoCwhgPBaUkjSCE0A4UV4QzcLAyEQJQGEN0rarOUaAYTXtYqTL8KL8HIXQMBIAgivkWUhKEsIILyWFJI0QhNAeBHe0M3CQAhESQDhjZI2a7lGAOF1reLki/AivNwFEDCSAMJrZFkIyhICCK8lhSSN0AQQXoQ3dLMwEAJREkB4o6TNWq4RQHhdqzj5IrwIL3cBBIwkgPAaWRaCsoQAwmtJIUkjNAGEF+EN3SwMhECUBBDeKGmzlmsEEF7XKk6+CC/Cy10AASMJILxGloWgLCGA8FpSSNIITQDhRXhDNwsDIRAlAYQ3Stqs5RoBhNe1ipMvwovwchdAwEgCCK+RZSEoSwggvJYUkjRCE0B4Ed7QzcJACERJAOGNkjZruUYA4XWt4uSL8CK83AUQMJIAwmtkWQjKEgIIryWFJI3QBBBehDd0szAQAlESQHijpM1arhFAeF2rOPkivAgvdwEEjCSA8BpZFoKyhADCa0khSSM0AYRXo/CmUiIPPZILXQwGQgACbxBYtTIhc7o8uePH2SIsq1d5smxJQh54uPjeWnGaJz0r+uXAgT3S3t4uXUcPyeg9Pyy6NtVzriTaOmTo5m8WvV933iWS6Jwtg1/+AiWAgBMEEF4nykySBQQQXk3C29Yq8t5rk5Ip/rua5oMABEISSCZFfnxvVvbuL74A4Q0JkGEQOAkBhJf2cI0AwqtJeF1rJPKFQFQEEN6oSLOOzQQQXpurS26TEUB4NQrvovkeXQcBCFRAYN+BvGRL/pUE4a0AKJdC4HUCCC+t4BoBhFeT8K5a6cm6CxLSf8y1liJfCFSHQOMMkee25eXBjcVndRHe6vBlFrcJILxu19/F7BFeTcJ72bqEHO0XuX09h3hdvLHIuXICPKWhcobMAIETEUB46Q3XCCC8CK9rPU++MSGA8MakUIQZSwIIbyzLRtAVEEB4Ed4K2odLIaCPAMKrjy0zQwDhpQdcI4DwIryu9Tz5xoQAwhuTQhFmLAkgvLEsG0FXQADhdUh4f+v9STnv3ITceHNWNj7GD8So4L7h0ggIILwRQGYJZwlELby/1r5Uvn/4RWd5k3jtCVw5c4HsHOmXrxx8piiYD3eeKR2pBrn5yPai99/bvlQuH22R3t7eCcH39PRoT8jL5/N53ats2bJlwhLd3d2ye3+XPL6pWBTXnuPJwKDIfRuK3y/90pr6KVAf/EBK2luLp95/IC9//YWM7pT8+RHeSDCzSJUIILxVAsk0EJiEQJTCmxRPfrtjhbQm66gFBGpGwBNP/l/v05KRYl9DeEtKUi3hPfBKXv7xS9EIbmlXIbw1u89YeBoEEN5pQOMSCIQkEKXwhgyJYRCoCQGEN2LhVTJ6yUUJf9WhYRk/dvDuq5PytsvHnufb1TEWlNoV3r4zPz6+cJf4ovMScsOvJaWhfmzskddEvvHtjDz/Qn7CDm/prrN65mmtZLwmXc6iRhNAeI0uD8HFnADCG/MCEn7VCCC8EQqvkt2Lzk/I+p/l5La7s/KJj6Wkdab4Rx2U8F711oS8sH1MRoM/9x4cOwoRCPFP7xu7Vs2lXv/5/awE8rvzpbFrC3d4j/Tl/SMWx4+PzaPGXn9dUn7x0Ng8vCBQawIIb60rwPo2E0B4ba4uuZVDAOHVJLyFZ3iDnVwltOoVnOVVEnvFmxJy0y1Z6e7y/B3eQGgDiX3sl7kiqQ3+XFrkz346NT53ofCWzqsGqbGvHRV2ecu5UxirjQDCqw0tE0NAEF6aAAJjBBBeTcI72RleJZrz5nhFKwYyPB3hLZ0vOPJQKrxKtFNjG8LjL4418H8BphBAeE2pBHHYSECX8L6tdaH8+OgeG5GRk6UELmqaLXtHjvGUhqC+Or+0drKd1dIjC1Pt8Kq5Zszwxs/tnmyHN9hF5hFllt7FMU8L4Y15AQnfaAI6hDchnry7bYk0J8b+ZZEXBOJAQPXtjYe3SUaKHwLGY8kqfCzZZDu8pWd4VYN86uMpuf/hXNlHGgoFN/hSWnBO92RneNWaSq4XzffkX75Wm6dIxOHGIMboCCC80bFmJfcI6BBe9yiSsc0EEF4NwqsapvApDerPwTGEcnd4gy+1qaMKmaxIJiNy+MjYF9NKH0tW+pQGNT744pzNTUxu8SCA8MajTkQZTwK6hPeKlvnSzPN249kUDkd9R9+uCdkjvNMUXof7iNQhMC0CCO+0sHERBEIR0CG85zd1yztbF8tjA69MiOHgi7skn8lIQ+tMGRkYlLrGGTJzTpd4ibEvbfOCQK0I9MyYJc8P9cktfTuLQkB4Ed5a9STrOkYA4XWs4KQbKQEdwrtqRoe8r32pHMwcjzQXFoNAJQRm1zXKvUf3yc/69yK8ikClX1qrpBhcCwEXCSC8LladnKMioEN4VewrZ8ySBq/k8T9RJcU6EJgmgScGD064kh1ednin2U5cBoHyCCC85fFiNATKIaBLeMuJgbEQMJkAwovwmtyfxGYRAYTXomKSinEEEF7jSkJAhhFAeBFew1qScGwlgPDaWlnyMoEAwmtCFYjBZAIIL8Jrcn8Sm0UEEF6LikkqxhFAeI0rCQEZRgDhRXgNa0nCsZUAwmtrZcnLBAKVCG9zc7M0zOmUw9lhE1IhBghoIdCeqpfcodfkyJEjE+bv6enRsmbhpF4+ny/+2W8altyyZcuEWXlKgwbQTAmBkxBAeGkPCOgjUInwqqiampokwTN09RWImY0g0N/fP2kcCG8BlsvWJeRov8jt67NGFI0gIBA3Aghv3CpGvHEiUKnwxilXYoVAtQkgvAhvtXuK+RwmgPA6XHxS106gEuFVO7tzuxZKMsnzdrUXigVqRsDzPNn3ykuSyWQmxIDwIrw1a0wWto8AwmtfTcnIHAKVCG9ra6u01s2XlzeZkw+RQKDaBDqWeZJrPSi9vb0IryKw9hxPBgZF7tuQKwLCkYZqtx7zuUYgSuFNLjtT6t95vcjoqGuYyddRAl59g2SeflyGf3prEYHU2edL3Zp1Mrz+B8XvL++RkQvfLC+9fECU8DZl58m2exyFR9pOEFiw1pP0okMIb1BthNeJvifJGhCIUnhVeonZ88RLpmqQKUtCoDYEsr37RUr+uRbhrU0tWNU8AggvjyUzryuJyEoCUQuvlRBJCgJlEkB4ywTGcGsJILwIr7XNTWJmEYhSeL22WdLw/g+Ll06bBYFoIKCLQDIpo+t/IKPPby5aAeHVBZx540YA4UV449azxBtTAlEKb915l0jylGUy9IP/iCktwoZAeQR8sV15rhz/7ldqKrwjmSG56dHPy7LZa+SiZe8pLwlGQ0AjAYQX4dXYXkwNgTcIRC28ic7ZMvjlL1ACCDhBoNKnNJzsS2sbX7xV7n6qWKQ7WxbKBy/9B2luaC/ii/A60W6xTBLhRXhj2bgEHT8CCG/8akbE8SGgW3hffOUJuf6Cv5B0qiE+UIgUAgUEEF6ElxsCApEQQHgjwcwijhKohfAeGzoi33jgT+XshVeI2gVWrxsu/ozc//z3ONLgaB+anDbCi/Ca3J/EZhEBhNeiYpKKcQRqKbyzmuaM7/5ypMG41iCg1wkgvAgvNwMEIiHguvA+OZqQbw3WyWdahqUtEQlyFnGIgG7hLT3D+5tv+rzMbT3V3+G9+uyPyGmz1/i0EV6Hmi5mqSK8CG/MWpZw40qglsI7lBf5p2Np+WUmWYTvynRGfr8pmp/GhvDGtXPjEbdu4Z3sDG9wpAHhjUePuB4lwovwun4PkH9EBEwQ3rPrsnJ1QzaijIuXQXhrgt2ZRRFeZ0pNotMkgPAivNNsHS6DQHkETBbevpzIZ/rrZV9u7KzBXzQPyzl1OQneX5nKyU9Gxn5M8bmprFzXMCr/cCwt/ZLw//zHzSPS4Mn4+GCews9Khbd01/l3ZozUTMbLqySjTSSA8JpYFWIyiQDCi/Ca1I/EYjEBU4U3kNor6zO+cO7KePL1wTr5ZPOIXw0lwkp41dGHYOzsRN6XXCWt6vPfbhz1BVlJrXoVynIwb6HwKjlWRyw6E/nxeb94LC2/1zgqi1N5i7uA1HQRQHh1kWVeWwggvAivLb1MHoYTMEF4C8/wzk/k/C+Q7coWf5ks2Hm9qiEji5O5IqENPguORpT+ubQEXxuo899SslwovH05T/5pIC1/3DQyLrhq7Pxkjl1ew/vY1PB0Cq+pORMXBMohgPAivOX0C2MhMG0CJgjvZGd4lYh+/lj9hLzUsYbpCK8S1+D4g5o0+GJcqfB+tn/sSEThi2MN024v5y9EeJ1vAQBMQQDhRXi5SSAQCQGThXf9UGr8HG4hjOAIQ3BkYaodXiW7h3Le+Fwn2+ENjk3wiLJI2s/6RRBe60tMghUSQHgR3gpbiMshEI6AqcJbeoZXZROcxS13h7dQcAM5Ds7pnuwMr1pTnR3emfXkivpcOKCMgkABAYSXdoDAyQkgvAgv9wgEIiFgqvCq5Euf0hCc71WfFX4pbaodXiWtwVGFFslJS0Kk5/UvvE31lAY1/q9b3jjTG0lRWMQaAgivNaUkEU0EEF6EV1NrMS0EignUUnipBQRsJ4Dw2l5h8quUAMKL8FbaQ1wPgVAEEN5QmBgEgWkRQHinhY2LHCKA8CK8DrU7qdaSAMJbS/qsbTsBhNf2CpNfpQQQXoS30h7iegiEIoDwhsLEIAhMi4AO4U2mRRav8ySZ9qYVExfFj4Dniby8OS9H9+dF1X/RhZ7UzYhX/b2kyI77cjI6WMwf4UV443dHEnEsCSC8sSwbQceEgA7h7VjqSedpnry0kSeHxKQNKg5z5jxPZi3x5Pm7c9K2yJO5Zydk5wPZiueNcoI5PZ5khj3Z+3hx3yK8CG+UfchaDhNAeB0uPqlrJ6BLeGfO9+Tpm+MlPNphW7yA+g+cUy5OyNZ7xoS3a7knm26MV/1PvSwh6WaEd7xNu7u7Zff+Lnkc4bX41iU1kwggvCZVg1hsI4Dw2lbR2uSD8Orj7uXz+by+6cdm3rJly4QlEF7d1JkfAsUEEF46AgL6CCC8+ti6NDPCq6/aCK8+tswMAaMIILxGlYNgLCOA8FpW0Bqlg/DqA4/w6mPLzBAwigDCa1Q5CMYyAqYK749f/Bef9NuX/aFlxO1Mx0ThfeXYdvnp9i/JdWf8lTSl26cEzxneEkQcaZiyZxgAgaoSQHiripPJIFBEoBbC+/j+2+TnO75SFMc5c64ukluEN16NWo7wqtp2NC6StfPerTVJhLcMvJzhLQMWQyGgiQDCqwks00JARGolvDuPPCHvXvHnkk42yEh2SG57/m/9egTvUZx4EUB49dWLIw362DIzBIwigPAaVQ6CsYyACcKrkAbS3KJpmAAAEa1JREFUu6R9jb/zV7jDq3bqbt/6d7Ky683y4O7/8itQuCOsxg5nB2U4MyA7jjwmM1Iz5fqev5XZzUv9scHc6jP1esupH/HXGBg5It99+s9kZdcV8vj+W/3PCq+zrNRa06mG8Kqdf/UKdn4Ld4KD3dr6VLNfY/V638r/I6pf1Et9ftOWP5fjmaPjnzXWtflHGk50TSkQjjSUEOFIg9Z7hskhMIEAwktTQEAfAVOEV2WohCfY+f3Fzq/5SaszvIHMnN75Jv/Pgai+9dQP+8KjxGjroYfGZbVwHjWH2j2eWd81fu0tz31O3rb0Y9KcnuULb1vDHHaWK2yxKIRXCe21p/+pX3PVJ6rO6l8ERrPH/ToG/aD65ZWB7TK7aakvwZNdo/5lAeEtIMCRhgrvAC6HQBUIILxVgMgUEDgBAZOEt1BiSoVX7fC+6/RP+bu2wY6t2gkMhDeQY/Vr4TxHju/zd4eDa9Xnwc7hGZ2XFokSTTJ9AlEIb+EX0JTUPrrvB/KOZR8XVePg94UiW3qGt/AahLek1gjv9JufKyFQLQIIb7VIMg8EJhIwSXhPtsNbifAW/lN3QEAda0B4q3dHILzVY1k6E2d49bFlZggYRQDhNaocBGMZAVOEN8wZ3unu8J7o0VSlRyMsK22k6VRLeF8d3F10bGX13Gv8M70n26092ZGGE+0Ks8PLDm+kNwiLQSAMAYQ3DCXGQGB6BEwQ3sme0jDZl9amI7yKSuEZXvXn4Izn0vbzONIwvbaZcFW5wvvkgbuL5ijccT98fI/MmrHQP1sdfIlxquMJhV9aC760qBZAeEMWmCMNIUExDAIaCSC8GuEytfMEaiW85TyHN3hKw3SEt/CxZ8G3+wMhCr60FnzZyflmqABAOcJbwTJaL+UpDSV4eUqD1n5jcghMIIDw0hQQ0EegFsKrLxtmrhUBhFcfec7w6mPLzBAwigDCa1Q5CMYyAgivZQWtUToIrz7wCK8+tswMAaMIILxGlYNgLCOA8FpW0Bqlg/DqA4/w6mPLzBAwigDCa1Q5CMYyAgivZQWtUToIrz7wCK8+tswMAaMIILxGlYNgLCOA8FpW0Bqlg/DqA4/w6mPLzBAwigDCa1Q5CMYyAgivZQWtUToIrz7wCK8+tswMAaMIILxGlYNgLCOA8FpW0Bqlg/DqA4/w6mPLzBAwigDCa1Q5CMYyAgivZQWtUToIrz7wCK8+tswMAaMIILxGlYNgLCMQpfCmGkSWvyMhqXrPMop600kkRZ67IyvD/SLpZpEzrk1IPlcbhl5CZM/GnBzelS9KOozwpupFTrsyIenG6sSuuDxbwOXMdyUkn5167kRK5Nnbx3gWvvjBEyV9zA+e0HtjMzsESgkgvPQEBPQRiFJ4Z6/0ZO5ZCdn6k5y+hCycecFaT3IZke335mTJJQlJt3iy+5HaMGxf7En3Ck+e/G62bOFVUrzowoQ8d1d1Yp/ApdmT3Y9OPffC8z3JDInsuK94LMKL8Fr4fx+kFCcCCG+cqkWscSMQtfC2L07II1/JxA1TTeNdcU1Cmjo82f6LMeEdOS7yzC3FwhlVgHPO8uT0dyTlqe9PT3jnrErIQ/9cnfr7XDq98f8QGBkUeebWqbmceW1CGto8hLewabZs2TKhh9jhjeq2Yh0IjBFAeOkECOgjgPDqY1utmRHeyUkivNXqMBFBeKsIk6kgME0CCO80wXEZBEIQQHhDQKrxEIS3POHN5bNyPNsnniSlLtEgmfyQpBNNkvTq/InY4Z2EJ8Jb47uc5SHADi89AAGtBBBerXirMnmUwnt09IDUJ5qlPtk8aezVPNKwf+hpeXVkh3Snz5DW9FxJSb1kZVQ8SUg+n5Wkl5aR3KAkvJT0je6WjvSpomS2Ptnkx3aiHd7R3JAcGd0t2fyojOSOSb3XIsP5YzK/4RxJJdII72SVRXircq8yCQQqIsAOb0X4uBgCJyVgg/A++Oq/+jle0vG/rKz2yYR3z/En5Nn+u6U51e2L6lkt7xkXwunAeL7/p9KZXiqd9adqF959x5+Sl44/Kh3pJTKcOyYJScqs9BI5lul9PZ8WOTTyojQnuySbz0hfZrcvvMub3iqNqbYTCu9UebPDyw7vVD3C5xCoCQGEtybYWdQRArUW3qeP3iYPH/l3ubr7c7Jwxppx6kpinz1294T3JyuL68KrmATsBjKvylNHfyTZ/IgsbrxQOtPL5NEj35S85Pz3ZiTb5cjoHjmv7TdlVt0psum1m3zZrEvMkDWtvy7bBx70hTfhJeW5/vX+juvKlnf6Uqpe1dzhPTD0rKS8BhnNH/f/l5SUtKRmy2uZ/dKYnCV9o3v9NWck23zRPZbtlY66U6WtboF/VIEzvFX8Pyl2eKsIk6kgME0CCO80wXEZBEIQMEF4n+m/S7rSS+XSjo/7InNoeIc8dORf5bXR/fLmzj8pEmGEt/gpDYU7vIsbL5BXR3ZJyquX+kST9A5v82X1xYH75Ny294v6j4tTG98kx7OvyaGR7bKi5W2ijjAcHHlBtg88IGvbfsO/ZlbdYtl5fIP/a06y0p85IGvbbqi68IZoz5MOQXgrJVhwPcJbRZhMBYFpEkB4pwmOyyAQgoAJwts3usePdHHjRb7cqh3brvTp8tTRH8jFsz7kv6ck+K7eP5eh3FF/7JnNV48fYSjd4R3MHpE7DnxK+jJj85buHofAYtSQqY40qGCDHd6nXvuhzGtYJU2pTv/sazY3KluP/cQX3h0DD8mchpUymDniC++chjPlhYFfyDkz3zu+s6veb687RXYP/Y8sb7pC6hKNkpT0+DGJau7wVgoZ4a2UIMJbRYJMBYHKCSC8lTNkBgiciIApwntG89Xy1NGb/X9qf+roD+Xsmb8q63s/My68hWdLA/kNdn8LhTeQ3TNbrpazZr57bLf48Jfkyu6/lMZkeywboRzhVflu6b9NuuqX+08qWN70lvEd3lLhPaXxfHnkyNclnWge28Vt/YAvwupIw2D2Vdkz9IQ0J7vF8xKyauZ7fHYIb3EL9fT0aO8pfrSwdsQsAAEzCCC8ZtSBKOwkYIrwqi+cKXF9dXSHrGm9wf9GvtqlDXZ4C+mrb+H/7NAXZEHDub7UFgqv+if+hw9/Va6d83e+4AZje1reNeXRCFMrrPMpDbl8zj/fm/RSodJHeBFeWXuOJwODIvdtKP5RdZetS8jRfpHb10/90z9CdRuDIOAYAYTXsYKTbqQETBJeJatb+m+Xt3Z+2v8SU6HwBuK6+/hj43wubv/wpMJ7d+9fTWAY52MNOoW33GZDeBFehLfcu4bxEAhJAOENCYphEJgGAZOEtzD84GiC2uGdU7/S39FVj6dSO8FT7fAG0qy+AGfDC+GdvIqc4a1id/OltSrCZCoITJMAwjtNcFwGgRAE4iS8wRGG0nO6JzvDqxConWP1KnzsWQg0xgxBeBHevO5uRHh1E2Z+CExNAOGdmhEjIDBdAnEQXiWqSlqDowoNiZlSn5gpK1uumXCkQXEofUpDW2rh+Jne6XKq5XUIL8KL8NbyDmRtCEREAOGNCDTLOEmg1sLrJPQyk0Z4EV6Et8ybhuEQiCMBhDeOVSPmuBBAeM2vFMKL8CK85t+nRAiBigkgvBUjZAIInJAAwmt+cyC8CC/Ca/59SoQQqJgAwlsxQiaAAMIb4x5AeBFehDfGNzChQyAsAYQ3LCnGQaB8Auzwls8s6isQXoQX4Y36rmM9CNSAAMJbA+gs6QwBhNf8UiO8CC/Ca/59SoQQqJgAwlsxQiaAAEcaYtwDCC/Ci/DG+AYmdAiEJYDwhiXFOAiUT4Ad3vKZRX0FwovwIrxR33WsB4EaEEB4awCdJZ0hgPCaX2qEF+FFeM2/T4kQAhUTQHgrRsgEEOBIQ4x7AOFFeBHeGN/AhA6BsAQQ3rCkGAeB8gmww1s+s6ivQHgRXoQ36ruO9SBQAwIIbw2gs6QzBBBe80uN8CK8sRHeubM92fqC9nDNv2uJEALTILBooSeSE7ntnmzR1atXebJsSUIeeDhX9P6K0zzpWdEvBw7skfb2duk6ekhG7/lh0ZhUz7mSaOuQoZu/WfR+3XmXSN3qC2V00yPTiJRLIBA/AsmFS8Rrapbj3/634nvk7POlbs06GV7/g+L3l/fIyIVvlpdePiCtra3SlJ0n2+4pzrtjqScz53vy9M3F9+zslZ4sPD8h+5/k78NyOqVzuScDvXnZ/oucLLkkIa0LPOl9vjYMm2eLNHV6suk7xbXtPM2TUy5OyNZ7ctK2yJOu5Z5sunHimFMvS8jeJ6oTu8/lYF6231sel67TPek/kJcd9xX/3aFiSzd7svfx4vcXrPUkveiQ9Pb2TihbT09POaWc1lgvn89Xh9hJlt+yZcuET7u7u2X3/i55fFMxkLXneDIwKHLfhuL31QSXr0tMK0kuggAExghsfDwnw8PFNHQIr1ohfenbRepngB4CzhAYffjnkh/o1y68agElvHWNzqCtWqI7789JYD1KzMSr2tRlT7TvibwM9xcrWBjhVQvNX5OQ+paylzzhBdPlUiq7agGEtwTzdIS3eqVlJghAICCgS3ghDAEIiKQ07PDC1V4CYYXXZAIIL8Jrcn8Sm8MEEF6Hi0/q2gkgvNoRW7UAwquvnLE60qAPAzNDwF0CCK+7tSdz/QQQXv2MbVoB4dVXTYRXH1tmhkAsCCC8sSgTQcaUAMIb08LVKGyEVx94I4W3q9OTXbu1f5dOH1VmhkCMCMyZ7flf4rjvoek9pSF1+irJbt0co4wJFQLREUjMWSDSMEOG77ypaNFUyKc0zOnx5OA2/j6MrmK1Xalxlicz2kSeu2vsKQ0Lz0vIK89O/BJ/baM8+ertp3gycEh4SkOA6URfWlOfqyc18IIABKIjsPmZvIyMFq8X5rFk6oq6NReL1NVHFywrQSBmBDJPPSr544NlC6+6YE5PQlINCG/MSl5RuL3P5WVkYGyK2Weqp3HEr/57H58YM48lK3ksWUVdwsUQgEDVCIQV3qotyEQQcIhAmB1eh3CQqgMEEF6E14E2J8U4EkB441g1Yo4LAYQ3LpUizmoRQHgR3mr1EvNAoKoEEN6q4mQyCBQRQHhpCNcIILwIr2s9T74xIYDwxqRQhBlLAghvLMtG0BUQcFp4M7lu2X8gfoexK6g3l0IgNgQ6Z4m0NPXLyy/vlvb2dpmT8iS3c2ts4idQCJhMINHRLcc75squ/fultbVVOprmy+EdfGHb5JoRW2UEZs4TGUodlN7e3gkT9fT0VDZ5iKtr9lgyFZt6UgMvCEDAXAKHDh2SXG7skTidnZ2SSCTMDZbIIBAzAocPH5ZMJuNH3dHRIclkMmYZEC4EyiMwmeyqGawX3vIwMRoCEIAABCAAAQhAwDYCCK9tFSUfCEAAAhCAAAQgAIEiAggvDQEBCEAAAhCAAAQgYDUBhNfq8pIcBCAAAQhAAAIQgADCSw9AAAIQgAAEIAABCFhNwBrhtbpKJAcBCEAAAhCAAAQgYDSBSB5LZjQBgoMABCAAAQhAAAIQsJoAwmt1eUkOAhCAAAQgAAEIQADhpQcgAAEIQAACEIAABKwmgPBaXV6SgwAEIAABCEAAAhBAeOkBCEAAAhCAAAQgAAGrCSC8VpeX5CAAAQhAAAIQgAAEEF56AAIQgAAEIAABCEDAagIIr9XlJTkIQAACEIAABCAAAYSXHoAABCAAAQhAAAIQsJoAwmt1eUkOAhCAAAQgAAEIQADhpQcgAAEIQAACEIAABKwmgPBaXV6SgwAEIAABCEAAAhBAeOkBCEAAAhCAAAQgAAGrCSC8VpeX5CAAAQhAAAIQgAAEEF56AAIQgAAEIAABCEDAagIIr9XlJTkIQAACEIAABCAAAYSXHoAABCAAAQhAAAIQsJoAwmt1eUkOAhCAAAQgAAEIQADhpQcgAAEIQAACEIAABKwmgPBaXV6SgwAEIAABCEAAAhBAeOkBCEAAAhCAAAQgAAGrCSC8VpeX5CAAAQhAAAIQgAAEEF56AAIQgAAEIAABCEDAagIIr9XlJTkIQAACEIAABCAAgf8Pi9hctPx1/DwAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.treemap(df, path=[px.Constant(\"all\"), 'day', 'time', 'sex'], values='total_bill')\n",
    "fig.update_traces(root_color=\"lightgrey\")\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "similar-yeast",
   "metadata": {},
   "source": [
    "### Treemap of a rectangular DataFrame with continuous color argument in px.treemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "rocky-assets",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import numpy as np\n",
    "df = px.data.gapminder().query(\"year == 2007\")\n",
    "fig = px.treemap(df, path=[px.Constant(\"world\"), 'continent', 'country'], values='pop',\n",
    "                  color='lifeExp', hover_data=['iso_alpha'],\n",
    "                  color_continuous_scale='RdBu',\n",
    "                  color_continuous_midpoint=np.average(df['lifeExp'], weights=df['pop']))\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "invisible-cooking",
   "metadata": {},
   "source": [
    "### Treemap of a rectangular DataFrame with discrete color argument in px.treemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "broken-caribbean",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.treemap(df, path=[px.Constant(\"all\"), 'sex', 'day', 'time'], \n",
    "                 values='total_bill', color='time')\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "intellectual-landing",
   "metadata": {},
   "source": [
    "### Using an explicit mapping for discrete colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "prescribed-integer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.treemap(df, path=[px.Constant(\"all\"), 'sex', 'day', 'time'], \n",
    "                 values='total_bill', color='time',\n",
    "                  color_discrete_map={'(?)':'lightgrey', 'Lunch':'gold', 'Dinner':'darkblue'})\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "superior-convert",
   "metadata": {},
   "source": [
    "### Rectangular data with missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "recent-victor",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  vendors  sectors regions  sales  all\n",
      "0       A     Tech   North      1  all\n",
      "1       B     Tech   North      3  all\n",
      "2       C  Finance   North      2  all\n",
      "3       D  Finance   North      4  all\n",
      "4    None    Other   North      1  all\n",
      "5       E     Tech   South      2  all\n",
      "6       F     Tech   South      2  all\n",
      "7       G  Finance   South      1  all\n",
      "8       H  Finance   South      4  all\n",
      "9    None    Other   South      1  all\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import pandas as pd\n",
    "vendors = [\"A\", \"B\", \"C\", \"D\", None, \"E\", \"F\", \"G\", \"H\", None]\n",
    "sectors = [\"Tech\", \"Tech\", \"Finance\", \"Finance\", \"Other\",\n",
    "           \"Tech\", \"Tech\", \"Finance\", \"Finance\", \"Other\"]\n",
    "regions = [\"North\", \"North\", \"North\", \"North\", \"North\",\n",
    "           \"South\", \"South\", \"South\", \"South\", \"South\"]\n",
    "sales = [1, 3, 2, 4, 1, 2, 2, 1, 4, 1]\n",
    "df = pd.DataFrame(\n",
    "    dict(vendors=vendors, sectors=sectors, regions=regions, sales=sales)\n",
    ")\n",
    "df[\"all\"] = \"all\" # in order to have a single root node\n",
    "print(df)\n",
    "fig = px.treemap(df, path=['all', 'regions', 'sectors', 'vendors'], values='sales')\n",
    "fig.update_traces(root_color=\"lightgrey\")\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "christian-marijuana",
   "metadata": {},
   "source": [
    "### Set Different Attributes in Treemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "palestinian-prototype",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "labels = [\"Eve\", \"Cain\", \"Seth\", \"Enos\", \"Noam\", \"Abel\", \"Awan\", \"Enoch\", \"Azura\"]\n",
    "parents = [\"\", \"Eve\", \"Eve\", \"Seth\", \"Seth\", \"Eve\", \"Eve\", \"Awan\", \"Eve\"]\n",
    "\n",
    "fig = make_subplots(\n",
    "    cols = 2, rows = 1,\n",
    "    column_widths = [0.4, 0.4],\n",
    "    subplot_titles = ('branchvalues: <b>remainder<br />&nbsp;<br />', 'branchvalues: <b>total<br />&nbsp;<br />'),\n",
    "    specs = [[{'type': 'treemap', 'rowspan': 1}, {'type': 'treemap'}]]\n",
    ")\n",
    "\n",
    "fig.add_trace(go.Treemap(\n",
    "    labels = labels,\n",
    "    parents = parents,\n",
    "    values =  [10, 14, 12, 10, 2, 6, 6, 1, 4],\n",
    "    textinfo = \"label+value+percent parent+percent entry+percent root\",\n",
    "    root_color=\"lightgrey\"\n",
    "),row = 1, col = 1)\n",
    "\n",
    "fig.add_trace(go.Treemap(\n",
    "    branchvalues = \"total\",\n",
    "    labels = labels,\n",
    "    parents = parents,\n",
    "    values = [65, 14, 12, 10, 2, 6, 6, 1, 4],\n",
    "    textinfo = \"label+value+percent parent+percent entry\",\n",
    "    root_color=\"lightgrey\"\n",
    "),row = 1, col = 2)\n",
    "\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "digital-knight",
   "metadata": {},
   "source": [
    "### Set Color of Treemap Sectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "working-switch",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "values = [0, 11, 12, 13, 14, 15, 20, 30]\n",
    "labels = [\"container\", \"A1\", \"A2\", \"A3\", \"A4\", \"A5\", \"B1\", \"B2\"]\n",
    "parents = [\"\", \"container\", \"A1\", \"A2\", \"A3\", \"A4\", \"container\", \"B1\"]\n",
    "\n",
    "fig = go.Figure(go.Treemap(\n",
    "    labels = labels,\n",
    "    values = values,\n",
    "    parents = parents,\n",
    "    marker_colorscale = 'Blues'\n",
    "))\n",
    "\n",
    "fig.update_layout(margin = dict(t=50, l=25, r=25, b=25))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "alien-green",
   "metadata": {},
   "source": [
    "### Controlling text fontsize with uniformtext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "exact-pontiac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/96c0bd/sunburst-coffee-flavors-complete.csv')\n",
    "\n",
    "fig = go.Figure(go.Treemap(\n",
    "    ids = df.ids,\n",
    "    labels = df.labels,\n",
    "    parents = df.parents,\n",
    "    pathbar_textfont_size=15,\n",
    "    root_color=\"lightgrey\"\n",
    "))\n",
    "fig.update_layout(\n",
    "    uniformtext=dict(minsize=10, mode='hide'),\n",
    "    margin = dict(t=50, l=25, r=25, b=25)\n",
    ")\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
